AI Researcher
4 weeks ago
Researcher - Distributed AI Computing
At Huawei Technologies Canada Co., Ltd., we are seeking a highly skilled Researcher to join our team and contribute to the development of next-generation AI and computing technologies.
Key Responsibilities:
- Conduct cutting-edge research on emerging technologies related to AI and computing, including large generative and foundational AI models.
- Propose innovative architectures and algorithms to optimize distributed computing, considering scalability and efficiency.
- Model AI performance across various parallelization techniques and network topologies, with a strong focus on different architectures, including Transformers, State Space Models (SSMs), and Retrieval Augmented Generation (RAG).
- Evaluate and enhance AI performance under different parallelization strategies and network topologies.
- Explore and innovate at the intersection of AI algorithms and hardware, focusing on hardware-aware model optimization and efficient computation.
- Study the industry's competitive landscape to learn the latest technical trends and to create insight.
- Proactively work to achieve challenging goals and create IP by innovative designs and architectures.
- Produce detailed documentation, technical reviews, and presentations.
Requirements:
- PhD in Electrical Engineering, Computer Science, or a relevant discipline with at least 2 years of relevant experience.
- Deep knowledge of large generative and foundational AI models.
- Advanced knowledge of distributed computing and associated techniques, including model, data, and pipeline parallelization.
- Strong understanding of the theory of deep neural networks (DNN), including their dynamics, stability, and learning algorithms.
- Proficiency in designing and implementing algorithms related to Transformers, State Space Models (SSMs), and Neural ODEs.
- Excellent programming skills in Python and C.
- Motivated self-starter with excellent communication skills in written and spoken English.
- Good teamwork spirit and adaptability.
- Thrive in a dynamic, innovative, and research-oriented environment focused on prototyping.
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